70 citations · 190 across the 32 of their papers we have counts for
6 papers · 1 filter
Impact of Coreference Resolution on Slot Filling
Heike Adel, Hinrich Schütze
In this paper, we demonstrate the importance of coreference resolution for natural language processing on the example of the TAC Slot Filling shared task. We illustrate the strengt…
Syntactic and Semantic Features For Code-Switching Factored Language Models
Heike Adel, Ngoc Thang Vu, Katrin Kirchhoff +2
This paper presents our latest investigations on different features for factored language models for Code-Switching speech and their effect on automatic speech recognition (ASR) pe…
Corpus-level Fine-grained Entity Typing
Yadollah Yaghoobzadeh, Heike Adel, Hinrich Schütze
This paper addresses the problem of corpus-level entity typing, i.e., inferring from a large corpus that an entity is a member of a class such as "food" or "artist". The applicatio…
Global Normalization of Convolutional Neural Networks for Joint Entity and Relation Classification
Heike Adel, Hinrich Schütze
We introduce globally normalized convolutional neural networks for joint entity classification and relation extraction. In particular, we propose a way to utilize a linear-chain co…
Noise Mitigation for Neural Entity Typing and Relation Extraction
Yadollah Yaghoobzadeh, Heike Adel, Hinrich Schütze
In this paper, we address two different types of noise in information extraction models: noise from distant supervision and noise from pipeline input features. Our target tasks are…
Exploring Different Dimensions of Attention for Uncertainty Detection
Heike Adel, Hinrich Schütze
Neural networks with attention have proven effective for many natural language processing tasks. In this paper, we develop attention mechanisms for uncertainty detection. In partic…